{"id":"W4315816360","doi":"10.2196/43730","title":"The Usability, Feasibility, Acceptability, and Efficacy of Digital Mental Health Services in the COVID-19 Pandemic: Scoping Review, Systematic Review, and Meta-analysis","year":2023,"lang":"en","type":"review","venue":"JMIR Public Health and Surveillance","topic":"Digital Mental Health Interventions","field":"Psychology","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Natural Science Foundation of China","keywords":"Usability; Pandemic; Coronavirus disease 2019 (COVID-19); Meta-analysis; Mental health; 2019-20 coronavirus outbreak; Systematic review; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); MEDLINE; Psychology; Medicine; Internet privacy; Computer science; Psychiatry; Political science; Virology; Human–computer interaction; Disease","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05824012,0.003465279,0.02405258,0.01396359,0.001525868,0.007568672,0.003656171,0.003691531,0.004308125],"category_scores_gemma":[0.1820852,0.002464595,0.03218538,0.01553623,0.001965869,0.005094252,0.003849329,0.002597372,0.0003767679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008709976,"about_ca_system_score_gemma":0.020307,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01126825,"about_ca_topic_score_gemma":0.02470336,"domain_scores_codex":[0.9521672,0.01980818,0.01798121,0.002874307,0.006271284,0.0008978484],"domain_scores_gemma":[0.880767,0.09106896,0.01547396,0.002763055,0.009224066,0.0007030324],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"meta_analysis","study_design_scores_codex":[0.0004885563,0.00003331222,0.001581469,0.8839989,0.09620058,0.0000663296,0.000286258,0.0001571808,0.00008095034,0.0001698371,0.0004842211,0.01645241],"study_design_scores_gemma":[0.0004900856,0.0003455648,0.003159546,0.4247207,0.5662541,0.0001281023,0.0003800438,0.0001959806,0.0002229245,0.0003537839,0.003693572,0.00005552709],"study_design_candidate":"meta_analysis","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00344152,0.9906939,0.0008680907,0.0003942825,0.0001958271,0.003184404,0.0007182762,0.00002910382,0.0004746449],"genre_scores_gemma":[0.07599221,0.9061913,0.004752719,0.001076705,0.0002152595,0.01061491,0.0008717145,0.00003088982,0.00025428],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.05824012,"threshold_uncertainty_score":0.3080068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2976214709264464,"score_gpt":0.5295461712734519,"score_spread":0.2319247003470056,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}